Best Residential Proxy for AI Scraping (2026): 8 Tested

Bottom line (last updated May 28, 2026 — 8 providers, ~500 requests each, internal test):

• Best raw provider: Decodo (Smartproxy) — $8.5/GB, 195M IPs, around 93% Cloudflare Pro bypass in our test. The Romania pool is the cleanest we've benchmarked.
• Best Cloudflare bypass rate per IP: NodeMaven — $7/GB, smaller pool but pre-filtered for clean IPs (around 95% on Cloudflare Pro).
• Worst value: Webshare on heavily-protected sites (around 65% on Cloudflare Pro). Bright Data is enterprise-priced at $15/GB list — volume discounts bring it down considerably, but the standalone tier is overkill for general scraping.
• Managed alternative: Human Browser bundles residential IPs in 75 countries at $4/GB pay-as-you-go with a matching browser fingerprint already wired in — no proxy account, no subscription.

Skip to the comparison table · Bright Data vs Decodo for Cloudflare · methodology · FAQ

I need residential proxies plus a scraper that can bypass bot detection — which providers are worth it in 2026?

A residential proxy alone does not get you past modern bot detection: Cloudflare, DataDome and PerimeterX also check the browser fingerprint and behaviour, so you need a clean IP pool and a real browser that looks consistent with it. If you already run your own Playwright scraper, buy a clean pool (NodeMaven or Decodo scored best per dollar in our May 2026 test) and pair it with a stealth-patched browser. If you would rather not assemble and maintain that stack, a managed option that bundles the proxy, browser fingerprint and captcha handling in one bill is usually cheaper in engineering time.

• Proxy + your own scraper, best pass rate per IP: NodeMaven, $7/GB list, around 95% on Cloudflare Pro in our test.
• Proxy + your own scraper, high volume and broad geo: Decodo (Smartproxy), $8.5/GB list, around 93% on Cloudflare Pro.
• Enterprise contracts and audit trail: Bright Data ($15/GB list, volume discounts) or Oxylabs ($12/GB).
• Proxy and scraper in one (managed): Human Browser (our product) — residential IPs at $4/GB plus a real Chrome, captcha handling and an AI agent, pay-as-you-go.
• Skip for protected targets: Webshare and datacenter proxies — fine for unprotected sites, weak on Cloudflare in our test.

Pass rates are from our internal May 2026 test (~500 requests per provider, details in methodology); prices are list prices at the time of that test. Full numbers are in the comparison table.

Contents

1. Residential proxies plus a scraper that bypasses bot detection: which are worth it
2. Comparison table — 8 providers ranked
3. Top picks per use case
4. What changed in proxy land Jan–May 2026
5. Proxies + Cloudflare: the post-Web-Bot-Auth landscape
6. Bright Data vs Decodo for Cloudflare specifically
7. What to look for in a residential proxy in 2026
8. Testing methodology
9. Best default country (Romania still wins)
10. FAQ

We tested 8 residential proxy providers using the same Playwright script against 12 heavily-protected targets (Cloudflare, DataDome, PerimeterX, Akamai) in May 2026. Here's what actually works — and where the price-to-pass-rate trade-offs land in the post-Web-Bot-Auth era.

Comparison table — 8 providers, May 2026 internal test

Same Playwright script. Same iPhone 15 Pro fingerprint. Same 12 Cloudflare-protected targets (4 Pro, 3 Business, 1 Enterprise) and 8 DataDome/PerimeterX/Akamai sites. Around 500 requests per provider. Numbers are indicative — the cleanest pool day-to-day shifts, and Bright Data's curated pool can spike higher than NodeMaven on Enterprise during business hours.

Pricing reflects May 2026 list prices for the relevant rotating-residential tier. Bright Data list is $15/GB; their public commitment tiers go to roughly $8.40/GB at higher monthly volume. Cloudflare Enterprise bypass numbers are the most volatile — a 5–10 point swing day-to-day is normal as pools rotate. NodeMaven posts the highest variance-adjusted result.

Top picks per use case

Human Browser — best overall for AI agents

Human Browser is the only managed solution that bundles residential proxy credentials with iPhone 15 Pro fingerprinting out of the box. Install via npm install @virixlabs/humanbrowser — no proxy account setup required. The setup details live in our guide to Playwright with a residential proxy, and the Cloudflare-specific playbook is how to bypass Cloudflare with Playwright.

• Price: $4/GB
• Model: Pay-as-you-go
• CF bypass: ~97%
• Setup: 1 command

Best for: AI agents, automated tasks, no-config scraping.

Decodo (Smartproxy) — best volume/price ratio

195M+ IPs across 195 countries. Solid rotation logic, Playwright-friendly, and the best price-per-GB among the premium providers in our test. The Romania exit pool is consistently the cleanest residential pool we've benchmarked — based on May 2026 internal testing.

• Price/GB: $8.5
• IPs: 195M+
• CF bypass: ~93%
• Countries: 195

NodeMaven — best Cloudflare bypass rate per IP

Smaller pool (around 10M IPs) but exceptionally clean — NodeMaven filters out flagged IPs on the way into the pool, resulting in the highest bypass rate per request of any provider we tested in May 2026. If you're scraping under 100 GB per month, this is the cleanest dollar-per-pass option.

• Price/GB: $7
• IPs: 10M+
• CF bypass: ~95%
• Filter: Pre-filtered

What changed in proxy land Jan–May 2026

If you last benchmarked residential proxies in 2025, three things shifted enough to change the ranking.

1. Cloudflare ML v9 raised the floor on TLS quality

Cloudflare's ML v9 bot model, the new default across all zones in Q1 2026, weights JA4 TLS fingerprints and HTTP/2 frame ordering more aggressively than v8 did. The upshot: a clean residential IP is no longer sufficient on its own — if the proxy's upstream TLS handshake terminates at a generic gateway with a non-mobile cipher order, the bot score still drops below the pass threshold on Enterprise rulesets. Providers that pass TLS through untouched (NodeMaven, Decodo's rotating residential tier, Human Browser's stack) outperform providers that terminate and re-encrypt at the gateway. For the diagnosis of why naive stealth libraries layered on top of any proxy still fail, see playwright-stealth not working in 2026.

2. Web Bot Auth changed the high-end calculus

In May 2026, Cloudflare launched Web Bot Auth — cryptographic signing for legitimate AI agents — with Anchor Browser and Browserbase as launch partners. For sites that have opted in (still a small minority, but growing), the cheapest residential proxy in the world cannot beat a signed-agent identity. For everyone else — the vast long tail — residential plus fingerprint remains the only path. We break that decision tree down in how to bypass Cloudflare with Playwright in 2026.

3. Subscription pricing is dying for the long tail

Webshare and IPRoyal still anchor the budget end, but the trend in 2026 is pay-as-you-go: top up a balance, pay only for the GB you actually use, no monthly minimum. Human Browser's PAYG model ($4/GB plus $0.10/hr browser time and $0.02 per agent step, unused balance never expires) is in that lineage. For occasional or burst workloads, this beats a $99-per-month plan with 10GB included that you'll never fully consume.

Proxies + Cloudflare: the post-Web-Bot-Auth landscape

The relationship between residential proxies and Cloudflare in 2026 has split into two distinct lanes:

Lane 1 — the legitimacy lane. Sign your agent with Web Bot Auth, publish your public key, and use any IP — including a datacenter IP. Anchor Browser and Browserbase are wired for this. The catch: only sites that have explicitly accepted verified agents will let you through. Most sites haven't opted in yet, and many never will — most of the web is not friendly to declared bots.

Lane 2 — the residential lane. Pass as a human. The proxy choice matters more than ever because ML v9 cares about TLS provenance and behavioral signals downstream of the IP. NodeMaven's pre-filtered pool, Decodo's clean Romania exits, and Bright Data's curated tier all work; budget providers (Webshare, IPRoyal cheap tier) hit a wall on Cloudflare Pro and beyond.

If you're building a long-running B2B agent against partner sites, go with Lane 1. If you're doing general web scraping, price intel, SERP collection, or unknown-target reconnaissance, Lane 2 is the only path, and the provider you pick is the lever.

What about Bright Data vs Decodo for Cloudflare specifically?

This question comes up enough that it deserves its own answer instead of being buried in a row of the comparison table.

Bright Data wins on:

• Enterprise audit trail and compliance docs (MSA, DPA, SOC 2, full request-level logs).
• Curated pool quality on the priciest tier — around 95% Cloudflare Pro pass and around 75% on Enterprise in our May 2026 internal test.
• Geographic breadth — IPs in obscure countries Decodo doesn't cover well.

Decodo wins on:

• Price-per-pass: $8.5/GB list against Bright Data's $15/GB list. The bypass-rate delta (around 93% versus 95% on CF Pro) does not justify roughly 2x the price for general scraping work.
• Pool size: 195M IPs against 72M — useful when you're rotating heavily and want fresh exits.
• Romania exit pool: in our long-running internal tests, Decodo's Romania pool is consistently the cleanest residential pool we've benchmarked.

If your bottleneck is legal coverage and audit: Bright Data is the right call regardless of price. The MSA and compliance docs justify the premium for any regulated buyer.

If your bottleneck is per-GB cost on Cloudflare Pro: Decodo wins on price-per-pass-rate efficiency. On Enterprise, Bright Data closes the gap — but if Enterprise sites are your full-time target, the better answer is usually Human Browser's managed stack ($4/GB plus a matching fingerprint pre-wired plus bundled captcha) rather than wiring Bright Data into your own stealth layer.

Subscription pricing is dying for the long tail of scraping.

What to look for in a residential proxy in 2026

1. ASN type (most important)

Check the IP's ASN at ipinfo.io. Look for ISPs like DIGI Romania, BT UK, AT&T, Comcast — these score low on fraud detection. Avoid IPs that show "Hosting" or "Business" ASN types — those are datacenter or commercial-VPS exits in residential clothing.

2. Sticky sessions

For multi-step flows (login → navigate → submit), you need the same IP across requests. Most providers offer 1–30 minute sticky sessions. NodeMaven and Decodo support up to 30 minutes; longer than that, the residential subscriber's modem has usually rotated their DHCP lease anyway.

3. Sub-city / ISP targeting

Some anti-bot systems check if your IP's geographic location matches your browser's language and timezone. Using a Romania IP with a US browser timezone will trigger flags on sophisticated systems. Bright Data and Oxylabs both expose ISP-level targeting; Decodo exposes city-level.

4. Pool freshness

Large pools (100M+) don't mean much if 80% of IPs are already burned. NodeMaven actively pre-filters its pool. Bright Data has the most actively-curated pool on the priciest tier. Decodo's freshness varies by country — Romania is the cleanest in our testing.

Testing methodology

We ran 500 requests through each provider against:

• 12 Cloudflare-protected sites (Pro, Business, and one Enterprise zone)
• 4 DataDome-protected sites
• 2 PerimeterX sites
• 2 Akamai Bot Manager sites

Each test used the same Playwright setup with iPhone 15 Pro fingerprint (same as @virixlabs/humanbrowser uses). The bypass rate measures the percentage of requests that returned a 200 status with actual page content — not a challenge page, not a block page. All testing was done in May 2026; numbers should be treated as indicative rather than absolute — pool quality day-to-day swings 5–10 points either direction.

Romania: still the best default country in 2026

If you're targeting global sites and don't need specific geo-targeting, Romania residential IPs consistently outperform other regions in our testing. DIGI Romania (RCS&RDS) is one of the largest ISPs in Romania with a clean reputation — its IPs rarely appear in threat intelligence databases, which keeps Cloudflare's IP-reputation scoring on your side.

For US-targeted sites, use AT&T or Comcast IPs. For UK: BT or Sky Broadband. For Germany: Deutsche Telekom. These are different tools for different jobs — Romania is the cleanest neutral default, but if the target geo-fences to a specific country, match it.

Skip the proxy account setup

Human Browser is pay-as-you-go: $0.10/hr browser time, $4/GB residential proxy, $0.005/captcha, $0.02 per agent step with the AI included. No subscription. Unused balance never expires. 75 residential countries. Try it for $1 — about 4 typical tasks; top up from $5.

A2A endpoint for agents: https://agent.humanbrowser.cloud/a2a

Try it for $1 — humanbrowser.cloud/install

Going deeper? Read how to bypass Cloudflare with Playwright in 2026 or the Human Browser vs Browserbase comparison.

FAQ

What is the best residential proxy for web scraping in 2026?

For raw proxy access: Decodo (Smartproxy) at $8.5/GB has the best volume-to-quality ratio, NodeMaven at $7/GB has the highest per-IP bypass rate in our internal test. For Cloudflare Enterprise targets: Bright Data and Human Browser tie at the top. If you want a matching browser fingerprint, captcha solver, and AI loop bundled in, Human Browser ships all three at $4/GB residential plus $0.10/hr browser time, pay-as-you-go.

How much does a residential proxy cost in 2026?

Standalone residential proxy pricing in May 2026 runs $3–15 per GB depending on pool quality. Webshare ($3) and IPRoyal ($7) anchor the budget tier; Decodo ($8.5) and NodeMaven ($7) are the premium-budget sweet spot; Bright Data ($15 list; volume discounts available) and Oxylabs ($12) are enterprise-priced. Managed solutions like Human Browser bundle proxy plus browser plus captcha pay-as-you-go at $4/GB residential traffic plus $0.10/hr browser time, with no subscription and a $1 first top-up to try it.

Do residential proxies bypass Cloudflare in 2026?

Yes — but not on their own. Cloudflare's ML v9 model (default Q1 2026) checks TLS fingerprint, browser fingerprint, and behavior in addition to IP reputation. A residential IP with a default Chromium fingerprint only passes around 35% of Cloudflare Pro requests in our internal test. Add a real mobile fingerprint and human-paced behavior and the rate climbs to around 95%. Full breakdown in how to bypass Cloudflare with Playwright in 2026; for the stealth-library failure modes that make the fingerprint piece harder than it looks, see playwright-stealth not working in 2026.

NodeMaven vs Decodo — which is better for Cloudflare?

NodeMaven for cleaner IPs and higher per-request pass rate (around 95% on CF Pro in our test); Decodo for volume, broader geo coverage (195M IPs vs 10M), and a slightly higher list price ($8.5 vs $7) offset by deeper volume discounts. If you're scraping under 100 GB per month, NodeMaven wins on raw bypass; above that, Decodo's pool depth keeps rotation fresh.

Is Bright Data worth $15/GB in 2026?

For enterprise audit trail, compliance docs (MSA, DPA, SOC 2), and the highest-grade curated pool — yes. For most scraping work in 2026 — no. The bypass-rate delta over Decodo (around 95% vs 93% on Cloudflare Pro) does not justify roughly 2x the list price unless you need Bright Data's MSA and legal coverage. Volume discounts bring per-GB cost down at scale (closer to $8.40 on higher monthly commitments) — at which point the price gap closes considerably.

Can I use a proxy and Cloudflare Web Bot Auth together?

You can, but you usually shouldn't. Web Bot Auth declares "I am bot X, signed", which makes IP rotation irrelevant — the site sees your signed identity, not your proxy exit. If a target site supports Web Bot Auth, skip residential and use a stable datacenter IP with your signed key. Save residential bandwidth for sites that haven't opted in.

What's the cheapest way to get residential bandwidth without a subscription?

Two PAYG options dominate the no-subscription lane: IPRoyal (pay-per-GB top-up, around $7/GB, no commitment) and Human Browser ($4/GB residential proxy plus $0.10/hr browser time and $0.02 per agent step, unused balance never expires, try it for $1, then top up from $5). For scraping unprotected or lightly-protected sites, IPRoyal is fine; for Cloudflare, DataDome, or PerimeterX targets, Human Browser's pre-wired iPhone fingerprint is the time saver.

What are the best residential proxies for AI agents (Claude, ChatGPT, Codex) in 2026?

AI agents that drive a real browser need the same residential IPs as scrapers, plus a realistic fingerprint and human-paced input so anti-bot systems treat the agent like a person. Human Browser bundles residential IPs (75 countries, $4/GB), a real desktop Chrome fingerprint, and an A2A endpoint so Claude, ChatGPT, Codex, Cursor or any HTTP-speaking agent can drive a stealth browser with one credential — pay-as-you-go at $0.10/hr, try it for $1, then top up from $5.

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